Stick with your base layer, IMO layering strategies are better anyway. I've a winter cycling jersey lined with something, I hardly ever wear it, it too thick to use with a base layer and on its own against the skin it doesn't feel good, it tends to mop up sweat; whereas I've a few thinner jerseys and use them all the time with base layers, they seem to wick the sweat better.